{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "88f714f4-df12-4925-82d5-a31566a9e38a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ae1b5fa2-2ae7-4752-bad1-f524d24ee337",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>SystolicBP</th>\n",
       "      <th>DiastolicBP</th>\n",
       "      <th>BS</th>\n",
       "      <th>BodyTemp</th>\n",
       "      <th>HeartRate</th>\n",
       "      <th>RiskLevel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>15.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>86</td>\n",
       "      <td>high risk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>35</td>\n",
       "      <td>140</td>\n",
       "      <td>90</td>\n",
       "      <td>13.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>70</td>\n",
       "      <td>high risk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>29</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>8.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80</td>\n",
       "      <td>high risk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30</td>\n",
       "      <td>140</td>\n",
       "      <td>85</td>\n",
       "      <td>7.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>70</td>\n",
       "      <td>high risk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>35</td>\n",
       "      <td>120</td>\n",
       "      <td>60</td>\n",
       "      <td>6.1</td>\n",
       "      <td>98.0</td>\n",
       "      <td>76</td>\n",
       "      <td>low risk</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age  SystolicBP  DiastolicBP    BS  BodyTemp  HeartRate  RiskLevel\n",
       "0   25         130           80  15.0      98.0         86  high risk\n",
       "1   35         140           90  13.0      98.0         70  high risk\n",
       "2   29          90           70   8.0     100.0         80  high risk\n",
       "3   30         140           85   7.0      98.0         70  high risk\n",
       "4   35         120           60   6.1      98.0         76   low risk"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_path = r\"C:\\Users\\Sargunam\\OneDrive\\Desktop\\UG PROJECT\\Data.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "34fb7381-9dcb-403c-a703-da13456d2a59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5486 entries, 0 to 5485\n",
      "Data columns (total 7 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   Age          5486 non-null   int64  \n",
      " 1   SystolicBP   5486 non-null   int64  \n",
      " 2   DiastolicBP  5486 non-null   int64  \n",
      " 3   BS           5486 non-null   float64\n",
      " 4   BodyTemp     5486 non-null   float64\n",
      " 5   HeartRate    5486 non-null   int64  \n",
      " 6   RiskLevel    5486 non-null   object \n",
      "dtypes: float64(2), int64(4), object(1)\n",
      "memory usage: 300.1+ KB\n",
      "RiskLevel\n",
      "low risk     2215\n",
      "mid risk     1766\n",
      "high risk    1505\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "df.info()\n",
    "print(df['RiskLevel'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fbca52d2-2b47-4eb0-aeec-52f6fdd95c6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "le = LabelEncoder()\n",
    "df['RiskLevel'] = le.fit_transform(df['RiskLevel'])  # e.g., High=0, Low=1, Mid=2 (depends on encoding order)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9080198e-b6d2-4c96-a198-c1ba27578909",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X = df.drop('RiskLevel', axis=1)\n",
    "y = df['RiskLevel']\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2ed7923a-a8b7-4bf3-a23c-6a09e37cd426",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9672bbca-8f1d-48d0-8258-98b7cea194f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "model = RandomForestClassifier()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "93bfa5b4-2a41-42b3-b754-9d1f3d893219",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.98      0.97       306\n",
      "           1       0.97      0.88      0.92       443\n",
      "           2       0.86      0.94      0.90       349\n",
      "\n",
      "    accuracy                           0.93      1098\n",
      "   macro avg       0.93      0.93      0.93      1098\n",
      "weighted avg       0.93      0.93      0.93      1098\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print(\"Classification Report:\\n\", classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "72dbabe1-b269-465c-987b-60a3b1607c8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(confusion_matrix(y_test, y_pred), annot=True, fmt='d', cmap='Blues')\n",
    "plt.title('Confusion Matrix')\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('Actual')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d3174e01-aab5-420b-9f84-2849bf2f8b58",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      SystolicBP  DiastolicBP  BP_Risk\n",
      "0            130           80        0\n",
      "1            140           90        0\n",
      "2             90           70        0\n",
      "3            140           85        0\n",
      "4            120           60        0\n",
      "5            140           80        0\n",
      "6            130           70        0\n",
      "7             85           60       -1\n",
      "8            120           90        0\n",
      "9            130           80        0\n",
      "10            90           60        0\n",
      "11           120           80        0\n",
      "12           110           89        0\n",
      "13           120           75        0\n",
      "14           120           80        0\n",
      "15           120           80        0\n",
      "16           140           90        0\n",
      "17           140          100        1\n",
      "18           120           80        0\n",
      "19            70           50       -1\n",
      "20           140          100        1\n",
      "21           140           80        0\n",
      "22            90           65        0\n",
      "23            90           60        0\n",
      "24           120           80        0\n",
      "25           100           70        0\n",
      "26           120           75        0\n",
      "27           100           65        0\n",
      "28           120           90        0\n",
      "29            90           60        0\n",
      "30           100           90        0\n",
      "31           100           85        0\n",
      "32           120           90        0\n",
      "33           120           80        0\n",
      "34            75           50       -1\n",
      "35            95           60        0\n",
      "36           120           80        0\n",
      "37           100           65        0\n",
      "38           120           95        1\n",
      "39           100           70        0\n",
      "40           120           85        0\n",
      "41           120           90        0\n",
      "42            90           70        0\n",
      "43           120           80        0\n",
      "44           120           90        0\n",
      "45           120           90        0\n",
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      "5481         120           60        0\n",
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      "5485         120           65        0\n"
     ]
    }
   ],
   "source": [
    "\n",
    "pd.set_option('display.max_rows', None)       \n",
    "pd.set_option('display.max_columns', None)    \n",
    "pd.set_option('display.width', None)         \n",
    "pd.set_option('display.max_colwidth', None)  \n",
    "def classify_bp(sbp, dbp):\n",
    "    if sbp < 90 or dbp < 60:\n",
    "        return -1  # No Risk (Low BP)\n",
    "    elif (90 <= sbp <= 120) and (60 <= dbp <= 80):\n",
    "        return 0   # Low Risk (Normal BP)\n",
    "    elif sbp > 140 or dbp > 90:\n",
    "        return 1   # High Risk (High BP)\n",
    "    else:\n",
    "        return 0   \n",
    "\n",
    "\n",
    "\n",
    "df['BP_Risk'] = df.apply(lambda row: classify_bp(row['SystolicBP'], row['DiastolicBP']), axis=1)\n",
    "\n",
    "\n",
    "print(df[['SystolicBP', 'DiastolicBP', 'BP_Risk']])\n"
   ]
  },
  {
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